Digit Classification on N-MNIST Binary-grid
99.64AccuracyVGGSNN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| VGGSNNBudget Norm (Bp)=B∞, Perturbation Radius (epsilon)=12026.02 | 99.64 | 98.9 | |
| VGGSNNBudget Norm (Bp)=B∞, Perturbation Radius (epsilon)=22026.02 | 99.64 | 100 | |
| VGGSNNBudget Norm (Bp)=B∞, Perturbation Radius (epsilon)=32026.02 | 99.64 | 100 | |
| VGGSNNBudget Norm (Bp)=B1, Perturbation Radius (epsilon)=5002026.02 | 99.64 | 26.4 | |
| VGGSNNBudget Norm (Bp)=B1, Perturbation Radius (epsilon)=7502026.02 | 99.64 | 65.5 | |
| VGGSNNBudget Norm (Bp)=B1, Perturbation Radius (epsilon)=1k2026.02 | 99.64 | 94.7 | |
| VGGSNNBudget Norm (Bp)=B0, Perturbation Radius (epsilon)=2002026.02 | 99.64 | 18.3 | |
| VGGSNNBudget Norm (Bp)=B0, Perturbation Radius (epsilon)=3002026.02 | 99.64 | 81.8 | |
| VGGSNNBudget Norm (Bp)=B0, Perturbation Radius (epsilon)=4002026.02 | 99.64 | 99.8 | |
| ResNet18Budget Norm (Bp)=B∞, Perturbation Radius (epsilon)=12026.02 | 99.62 | 100 | |
| ResNet18Budget Norm (Bp)=B∞, Perturbation Radius (epsilon)=22026.02 | 99.62 | 100 | |
| ResNet18Budget Norm (Bp)=B∞, Perturbation Radius (epsilon)=32026.02 | 99.62 | 100 | |
| ResNet18Budget Norm (Bp)=B1, Perturbation Radius (epsilon)=5002026.02 | 99.62 | 69.2 | |
| ResNet18Budget Norm (Bp)=B1, Perturbation Radius (epsilon)=7502026.02 | 99.62 | 97.4 | |
| ResNet18Budget Norm (Bp)=B1, Perturbation Radius (epsilon)=1k2026.02 | 99.62 | 100 | |
| ResNet18Budget Norm (Bp)=B0, Perturbation Radius (epsilon)=2002026.02 | 99.62 | 78.9 | |
| ResNet18Budget Norm (Bp)=B0, Perturbation Radius (epsilon)=3002026.02 | 99.62 | 100 | |
| ResNet18Budget Norm (Bp)=B0, Perturbation Radius (epsilon)=4002026.02 | 99.62 | 100 | |
| ConvNetBudget Norm (Bp)=B∞, Perturbation Radius (epsilon)=12026.02 | 99.06 | 100 | |
| ConvNetBudget Norm (Bp)=B∞, Perturbation Radius (epsilon)=22026.02 | 99.06 | 100 | |
| ConvNetBudget Norm (Bp)=B∞, Perturbation Radius (epsilon)=32026.02 | 99.06 | 100 | |
| ConvNetBudget Norm (Bp)=B1, Perturbation Radius (epsilon)=5002026.02 | 99.06 | 58.9 | |
| ConvNetBudget Norm (Bp)=B1, Perturbation Radius (epsilon)=7502026.02 | 99.06 | 99.9 | |
| ConvNetBudget Norm (Bp)=B1, Perturbation Radius (epsilon)=1k2026.02 | 99.06 | 100 | |
| ConvNetBudget Norm (Bp)=B0, Perturbation Radius (epsilon)=2002026.02 | 99.06 | 13 | |
| ConvNetBudget Norm (Bp)=B0, Perturbation Radius (epsilon)=3002026.02 | 99.06 | 53.1 | |
| ConvNetBudget Norm (Bp)=B0, Perturbation Radius (epsilon)=4002026.02 | 99.06 | 98.5 |